58
/100
prowl
Benchmarked Jul 17, 2026

Nutritionix

Worlds largest verified nutrition database

healthdatabasedata platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Consistency 7/10
Token Efficiency 7/10
Auth Simplicity 6/10
Parseability 6/10
Documentation 5/10
First-Try Success 5/10
Error Clarity 4/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200218ms
robots_txtGET /robots.txt20030ms
llms_txtGET /llms.txt40484ms
Interpret
{
  "overall": 63,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 5.0,
    "response_parseability": 6.0,
    "error_clarity": 4.0,
    "doc_quality": 5.0,
    "auth_simplicity": 6.0,
    "latency": 8.5,
    "consistency": 7.0
  },
  "pricing_normalized": {},
  "issues": [
    "Missing /llms.txt which is critical for AI agents to understand platform capabilities concisely.",
    "No clear capabilities or pricing model provided in the platform analysis, suggesting documentation may be fragmented.",
    "Error handling and limitations documentation not observed, which may cause confusion for agent-driven workflows."
  ],
  "recommendations": [
    "Create a /llms.txt file that summarizes the API, endpoints, authentication, and pricing for AI agents.",
    "Publish a clear pricing page and capability matrix to improve first-try success and token efficiency.",
    "Add structured documentation with examples of success and error responses to improve response parseability and error clarity."
  ]
}

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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